Overview
Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 172295 |
| Missing cells | 279 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 19.7 MiB |
| Average record size in memory | 120.0 B |
Variable types
| Text | 1 |
|---|---|
| Categorical | 2 |
| Numeric | 10 |
| DateTime | 2 |
type_de_station has constant value "ISS" | Constant |
direction_du_vecteur_de_rafale_de_vent_max is highly overall correlated with direction_du_vecteur_de_vent_max and 1 other fields | High correlation |
direction_du_vecteur_de_vent_max is highly overall correlated with direction_du_vecteur_de_rafale_de_vent_max and 1 other fields | High correlation |
direction_du_vecteur_vent_moyen is highly overall correlated with direction_du_vecteur_de_rafale_de_vent_max and 1 other fields | High correlation |
force_moyenne_du_vecteur_vent is highly overall correlated with force_rafale_max | High correlation |
force_rafale_max is highly overall correlated with force_moyenne_du_vecteur_vent | High correlation |
humidite is highly overall correlated with temperature | High correlation |
pluie is highly overall correlated with pluie_intensite_max | High correlation |
pluie_intensite_max is highly overall correlated with pluie | High correlation |
temperature is highly overall correlated with humidite | High correlation |
id is highly imbalanced (99.6%) | Imbalance |
pluie is highly skewed (γ1 = 34.13787868) | Skewed |
data has unique values | Unique |
humidite has 2255 (1.3%) zeros | Zeros |
direction_du_vecteur_de_vent_max has 152779 (88.7%) zeros | Zeros |
pluie_intensite_max has 166879 (96.9%) zeros | Zeros |
direction_du_vecteur_vent_moyen has 158848 (92.2%) zeros | Zeros |
pluie has 167675 (97.3%) zeros | Zeros |
direction_du_vecteur_de_rafale_de_vent_max has 152779 (88.7%) zeros | Zeros |
force_moyenne_du_vecteur_vent has 127404 (73.9%) zeros | Zeros |
force_rafale_max has 78256 (45.4%) zeros | Zeros |
Reproduction
| Analysis started | 2026-02-19 21:56:10.360575 |
|---|---|
| Analysis finished | 2026-02-19 21:56:30.394832 |
| Duration | 20.03 seconds |
| Software version | ydata-profiling vv4.18.1 |
| Download configuration | config.json |
Variables
data
Text
Unique
| Distinct | 172295 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
Length
| Max length | 24 |
|---|---|
| Median length | 24 |
| Mean length | 23.998862 |
| Min length | 1 |
Unique
| Unique | 172295 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 543f7bce8e8800000c200c00 |
|---|---|
| 2nd row | 543f7bee8a8800000c001400 |
| 3rd row | 544170ce669800000c201400 |
| 4th row | 543f7c0e8a8810000c200c40 |
| 5th row | 544170ae829800000c201800 |
| Value | Count | Frequency (%) |
| 5599106e229000002d803400 | 1 | < 0.1% |
| 545376aea26000002c203800 | 1 | < 0.1% |
| 543f7bce8e8800000c200c00 | 1 | < 0.1% |
| 543f7bee8a8800000c001400 | 1 | < 0.1% |
| 544170ce669800000c201400 | 1 | < 0.1% |
| 543f7c0e8a8810000c200c40 | 1 | < 0.1% |
| 544170ae829800000c201800 | 1 | < 0.1% |
| 5453782eda2800006c404c00 | 1 | < 0.1% |
| 5453790ed62000602c924000 | 1 | < 0.1% |
| 54537a6e8e5800004ce05400 | 1 | < 0.1% |
| Other values (172285) | 172285 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1721758 | |
| 5 | 394835 | 9.5% |
| 4 | 256171 | 6.2% |
| 8 | 232051 | 5.6% |
| 2 | 210398 | 5.1% |
| c | 178042 | 4.3% |
| 1 | 167547 | 4.1% |
| 6 | 162148 | 3.9% |
| d | 136483 | 3.3% |
| e | 129744 | 3.1% |
| Other values (9) | 545707 | 13.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4134884 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1721758 | |
| 5 | 394835 | 9.5% |
| 4 | 256171 | 6.2% |
| 8 | 232051 | 5.6% |
| 2 | 210398 | 5.1% |
| c | 178042 | 4.3% |
| 1 | 167547 | 4.1% |
| 6 | 162148 | 3.9% |
| d | 136483 | 3.3% |
| e | 129744 | 3.1% |
| Other values (9) | 545707 | 13.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4134884 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1721758 | |
| 5 | 394835 | 9.5% |
| 4 | 256171 | 6.2% |
| 8 | 232051 | 5.6% |
| 2 | 210398 | 5.1% |
| c | 178042 | 4.3% |
| 1 | 167547 | 4.1% |
| 6 | 162148 | 3.9% |
| d | 136483 | 3.3% |
| e | 129744 | 3.1% |
| Other values (9) | 545707 | 13.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4134884 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1721758 | |
| 5 | 394835 | 9.5% |
| 4 | 256171 | 6.2% |
| 8 | 232051 | 5.6% |
| 2 | 210398 | 5.1% |
| c | 178042 | 4.3% |
| 1 | 167547 | 4.1% |
| 6 | 162148 | 3.9% |
| d | 136483 | 3.3% |
| e | 129744 | 3.1% |
| Other values (9) | 545707 | 13.2% |
id
Categorical
Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 19 |
| Missing (%) | < 0.1% |
| Memory size | 1.3 MiB |
| 42.0 | |
|---|---|
| 1.0 | 89 |
| 0.0 | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.9994776 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 42.0 |
|---|---|
| 2nd row | 42.0 |
| 3rd row | 42.0 |
| 4th row | 42.0 |
| 5th row | 42.0 |
Common Values
| Value | Count | Frequency (%) |
| 42.0 | 172186 | |
| 1.0 | 89 | 0.1% |
| 0.0 | 1 | < 0.1% |
| (Missing) | 19 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 42.0 | 172186 | |
| 1.0 | 89 | 0.1% |
| 0.0 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 172277 | |
| . | 172276 | |
| 4 | 172186 | |
| 2 | 172186 | |
| 1 | 89 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 689014 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 172277 | |
| . | 172276 | |
| 4 | 172186 | |
| 2 | 172186 | |
| 1 | 89 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 689014 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 172277 | |
| . | 172276 | |
| 4 | 172186 | |
| 2 | 172186 | |
| 1 | 89 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 689014 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 172277 | |
| . | 172276 | |
| 4 | 172186 | |
| 2 | 172186 | |
| 1 | 89 | < 0.1% |
humidite
Real number (ℝ)
High correlation Zeros
| Distinct | 92 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.287999 |
| Minimum | 0 |
|---|---|
| Maximum | 97 |
| Zeros | 2255 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 31 |
| Q1 | 54 |
| median | 68 |
| Q3 | 81 |
| 95-th percentile | 89 |
| Maximum | 97 |
| Range | 97 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 19.06624 |
|---|---|
| Coefficient of variation (CV) | 0.29203285 |
| Kurtosis | 0.62426158 |
| Mean | 65.287999 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.87946088 |
| Sum | 11247490 |
| Variance | 363.52152 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 87 | 4830 | 2.8% |
| 86 | 4469 | 2.6% |
| 85 | 4273 | 2.5% |
| 88 | 3918 | 2.3% |
| 84 | 3902 | 2.3% |
| 81 | 3895 | 2.3% |
| 68 | 3870 | 2.2% |
| 67 | 3820 | 2.2% |
| 79 | 3784 | 2.2% |
| 69 | 3770 | 2.2% |
| Other values (82) | 131744 |
| Value | Count | Frequency (%) |
| 0 | 2255 | |
| 7 | 6 | < 0.1% |
| 8 | 11 | < 0.1% |
| 9 | 10 | < 0.1% |
| 10 | 43 | < 0.1% |
| 11 | 47 | < 0.1% |
| 12 | 70 | < 0.1% |
| 13 | 82 | < 0.1% |
| 14 | 84 | < 0.1% |
| 15 | 110 | 0.1% |
| Value | Count | Frequency (%) |
| 97 | 6 | < 0.1% |
| 96 | 155 | 0.1% |
| 95 | 443 | 0.3% |
| 94 | 502 | 0.3% |
| 93 | 841 | 0.5% |
| 92 | 1431 | 0.8% |
| 91 | 1984 | |
| 90 | 2427 | |
| 89 | 3086 | |
| 88 | 3918 |
direction_du_vecteur_de_vent_max
Real number (ℝ)
High correlation Zeros
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.93581193 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 152779 |
| Zeros (%) | 88.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 9 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.8688636 |
|---|---|
| Coefficient of variation (CV) | 3.0656412 |
| Kurtosis | 7.8484718 |
| Mean | 0.93581193 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.0283198 |
| Sum | 161217 |
| Variance | 8.2303784 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 152779 | |
| 9 | 2766 | 1.6% |
| 10 | 2576 | 1.5% |
| 11 | 2417 | 1.4% |
| 12 | 2055 | 1.2% |
| 8 | 1954 | 1.1% |
| 7 | 1535 | 0.9% |
| 3 | 1390 | 0.8% |
| 2 | 1342 | 0.8% |
| 4 | 780 | 0.5% |
| Other values (6) | 2681 | 1.6% |
| Value | Count | Frequency (%) |
| 0 | 152779 | |
| 1 | 504 | 0.3% |
| 2 | 1342 | 0.8% |
| 3 | 1390 | 0.8% |
| 4 | 780 | 0.5% |
| 5 | 438 | 0.3% |
| 6 | 453 | 0.3% |
| 7 | 1535 | 0.9% |
| 8 | 1954 | 1.1% |
| 9 | 2766 | 1.6% |
| Value | Count | Frequency (%) |
| 15 | 228 | 0.1% |
| 14 | 379 | 0.2% |
| 13 | 679 | 0.4% |
| 12 | 2055 | |
| 11 | 2417 | |
| 10 | 2576 | |
| 9 | 2766 | |
| 8 | 1954 | |
| 7 | 1535 | |
| 6 | 453 | 0.3% |
pluie_intensite_max
Real number (ℝ)
High correlation Zeros
| Distinct | 13 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0067508344 |
| Minimum | 0 |
|---|---|
| Maximum | 3 |
| Zeros | 166879 |
| Zeros (%) | 96.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 3 |
| Range | 3 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.042965844 |
|---|---|
| Coefficient of variation (CV) | 6.3645234 |
| Kurtosis | 530.49763 |
| Mean | 0.0067508344 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.806127 |
| Sum | 1163 |
| Variance | 0.0018460637 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 0 | 166879 | |
| 0.2 | 5226 | 3.0% |
| 0.4 | 84 | < 0.1% |
| 0.6 | 29 | < 0.1% |
| 0.8 | 26 | < 0.1% |
| 1 | 9 | < 0.1% |
| 1.2 | 6 | < 0.1% |
| 1.6 | 6 | < 0.1% |
| 1.4 | 3 | < 0.1% |
| 2 | 3 | < 0.1% |
| Other values (3) | 4 | < 0.1% |
| (Missing) | 20 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 166879 | |
| 0.2 | 5226 | 3.0% |
| 0.4 | 84 | < 0.1% |
| 0.6 | 29 | < 0.1% |
| 0.8 | 26 | < 0.1% |
| 1 | 9 | < 0.1% |
| 1.2 | 6 | < 0.1% |
| 1.4 | 3 | < 0.1% |
| 1.6 | 6 | < 0.1% |
| 2 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 3 | 1 | < 0.1% |
| 2.6 | 1 | < 0.1% |
| 2.2 | 2 | < 0.1% |
| 2 | 3 | < 0.1% |
| 1.6 | 6 | < 0.1% |
| 1.4 | 3 | < 0.1% |
| 1.2 | 6 | < 0.1% |
| 1 | 9 | < 0.1% |
| 0.8 | 26 | |
| 0.6 | 29 |
pression
Real number (ℝ)
| Distinct | 60 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99880.388 |
| Minimum | 90000 |
|---|---|
| Maximum | 102500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 90000 |
|---|---|
| 5-th percentile | 98400 |
| Q1 | 99700 |
| median | 100200 |
| Q3 | 100600 |
| 95-th percentile | 101400 |
| Maximum | 102500 |
| Range | 12500 |
| Interquartile range (IQR) | 900 |
Descriptive statistics
| Standard deviation | 1871.8448 |
|---|---|
| Coefficient of variation (CV) | 0.018740865 |
| Kurtosis | 19.960246 |
| Mean | 99880.388 |
| Median Absolute Deviation (MAD) | 400 |
| Skewness | -4.2821746 |
| Sum | 1.7206894 × 1010 |
| Variance | 3503803 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100100 | 11102 | 6.4% |
| 100300 | 10941 | 6.4% |
| 100200 | 10529 | 6.1% |
| 100400 | 10516 | 6.1% |
| 100500 | 10480 | 6.1% |
| 100000 | 10064 | 5.8% |
| 99900 | 9309 | 5.4% |
| 100600 | 8725 | 5.1% |
| 99800 | 7868 | 4.6% |
| 100700 | 7511 | 4.4% |
| Other values (50) | 75230 |
| Value | Count | Frequency (%) |
| 90000 | 5070 | |
| 96700 | 7 | < 0.1% |
| 96800 | 24 | < 0.1% |
| 96900 | 59 | < 0.1% |
| 97000 | 55 | < 0.1% |
| 97100 | 82 | < 0.1% |
| 97200 | 85 | < 0.1% |
| 97300 | 121 | 0.1% |
| 97400 | 137 | 0.1% |
| 97500 | 157 | 0.1% |
| Value | Count | Frequency (%) |
| 102500 | 12 | < 0.1% |
| 102400 | 65 | < 0.1% |
| 102300 | 50 | < 0.1% |
| 102200 | 229 | 0.1% |
| 102100 | 360 | 0.2% |
| 102000 | 383 | 0.2% |
| 101900 | 906 | |
| 101800 | 998 | |
| 101700 | 964 | |
| 101600 | 1388 |
direction_du_vecteur_vent_moyen
Real number (ℝ)
High correlation Zeros
| Distinct | 181 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.840546 |
| Minimum | 0 |
|---|---|
| Maximum | 360 |
| Zeros | 158848 |
| Zeros (%) | 92.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 108 |
| Maximum | 360 |
| Range | 360 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 47.986465 |
|---|---|
| Coefficient of variation (CV) | 4.0527241 |
| Kurtosis | 20.488967 |
| Mean | 11.840546 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.4854132 |
| Sum | 2039830 |
| Variance | 2302.7008 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 158848 | |
| 224 | 648 | 0.4% |
| 202 | 633 | 0.4% |
| 66 | 546 | 0.3% |
| 246 | 546 | 0.3% |
| 44 | 470 | 0.3% |
| 180 | 429 | 0.2% |
| 90 | 331 | 0.2% |
| 156 | 307 | 0.2% |
| 270 | 234 | 0.1% |
| Other values (171) | 9283 | 5.4% |
| Value | Count | Frequency (%) |
| 0 | 158848 | |
| 2 | 111 | 0.1% |
| 4 | 98 | 0.1% |
| 6 | 100 | 0.1% |
| 8 | 71 | < 0.1% |
| 10 | 111 | 0.1% |
| 12 | 76 | < 0.1% |
| 14 | 84 | < 0.1% |
| 16 | 70 | < 0.1% |
| 18 | 83 | < 0.1% |
| Value | Count | Frequency (%) |
| 360 | 72 | |
| 358 | 17 | < 0.1% |
| 356 | 46 | |
| 354 | 41 | |
| 352 | 44 | |
| 350 | 29 | |
| 348 | 34 | |
| 346 | 29 | |
| 344 | 21 | < 0.1% |
| 342 | 20 | < 0.1% |
type_de_station
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Memory size | 1.3 MiB |
| ISS |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ISS |
|---|---|
| 2nd row | ISS |
| 3rd row | ISS |
| 4th row | ISS |
| 5th row | ISS |
Common Values
| Value | Count | Frequency (%) |
| ISS | 172275 | |
| (Missing) | 20 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| iss | 172275 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 344550 | |
| I | 172275 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 516825 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 344550 | |
| I | 172275 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 516825 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 344550 | |
| I | 172275 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 516825 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 344550 | |
| I | 172275 |
pluie
Real number (ℝ)
High correlation Skewed Zeros
| Distinct | 34 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.010815266 |
| Minimum | 0 |
|---|---|
| Maximum | 11.6 |
| Zeros | 167675 |
| Zeros (%) | 97.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 11.6 |
| Range | 11.6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.11289316 |
|---|---|
| Coefficient of variation (CV) | 10.438315 |
| Kurtosis | 2034.8876 |
| Mean | 0.010815266 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 34.137879 |
| Sum | 1863.2 |
| Variance | 0.012744866 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 0 | 167675 | |
| 0.2 | 2934 | 1.7% |
| 0.4 | 815 | 0.5% |
| 0.6 | 333 | 0.2% |
| 0.8 | 197 | 0.1% |
| 1 | 99 | 0.1% |
| 1.2 | 54 | < 0.1% |
| 1.4 | 36 | < 0.1% |
| 1.6 | 30 | < 0.1% |
| 1.8 | 20 | < 0.1% |
| Other values (24) | 82 | < 0.1% |
| (Missing) | 20 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 167675 | |
| 0.2 | 2934 | 1.7% |
| 0.4 | 815 | 0.5% |
| 0.6 | 333 | 0.2% |
| 0.8 | 197 | 0.1% |
| 1 | 99 | 0.1% |
| 1.2 | 54 | < 0.1% |
| 1.4 | 36 | < 0.1% |
| 1.6 | 30 | < 0.1% |
| 1.8 | 20 | < 0.1% |
| Value | Count | Frequency (%) |
| 11.6 | 1 | |
| 10 | 1 | |
| 9.2 | 1 | |
| 6.6 | 1 | |
| 6.4 | 1 | |
| 6.2 | 1 | |
| 6 | 2 | |
| 5.8 | 2 | |
| 5.6 | 1 | |
| 5.2 | 2 |
direction_du_vecteur_de_rafale_de_vent_max
Real number (ℝ)
High correlation Zeros
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.055768 |
| Minimum | 0 |
|---|---|
| Maximum | 337.5 |
| Zeros | 152779 |
| Zeros (%) | 88.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 202.5 |
| Maximum | 337.5 |
| Range | 337.5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 64.549431 |
|---|---|
| Coefficient of variation (CV) | 3.0656412 |
| Kurtosis | 7.8484718 |
| Mean | 21.055768 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.0283198 |
| Sum | 3627382.5 |
| Variance | 4166.6291 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 152779 | |
| 202.5 | 2766 | 1.6% |
| 225 | 2576 | 1.5% |
| 247.5 | 2417 | 1.4% |
| 270 | 2055 | 1.2% |
| 180 | 1954 | 1.1% |
| 157.5 | 1535 | 0.9% |
| 67.5 | 1390 | 0.8% |
| 45 | 1342 | 0.8% |
| 90 | 780 | 0.5% |
| Other values (6) | 2681 | 1.6% |
| Value | Count | Frequency (%) |
| 0 | 152779 | |
| 22.5 | 504 | 0.3% |
| 45 | 1342 | 0.8% |
| 67.5 | 1390 | 0.8% |
| 90 | 780 | 0.5% |
| 112.5 | 438 | 0.3% |
| 135 | 453 | 0.3% |
| 157.5 | 1535 | 0.9% |
| 180 | 1954 | 1.1% |
| 202.5 | 2766 | 1.6% |
| Value | Count | Frequency (%) |
| 337.5 | 228 | 0.1% |
| 315 | 379 | 0.2% |
| 292.5 | 679 | 0.4% |
| 270 | 2055 | |
| 247.5 | 2417 | |
| 225 | 2576 | |
| 202.5 | 2766 | |
| 180 | 1954 | |
| 157.5 | 1535 | |
| 135 | 453 | 0.3% |
force_moyenne_du_vecteur_vent
Real number (ℝ)
High correlation Zeros
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.45681033 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 127404 |
| Zeros (%) | 73.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.95564773 |
|---|---|
| Coefficient of variation (CV) | 2.0920011 |
| Kurtosis | 8.7280796 |
| Mean | 0.45681033 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.7195381 |
| Sum | 78697 |
| Variance | 0.91326258 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0 | 127404 | |
| 1 | 25694 | 14.9% |
| 2 | 10385 | 6.0% |
| 3 | 4988 | 2.9% |
| 4 | 2434 | 1.4% |
| 5 | 875 | 0.5% |
| 6 | 341 | 0.2% |
| 7 | 122 | 0.1% |
| 8 | 30 | < 0.1% |
| 9 | 2 | < 0.1% |
| (Missing) | 20 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 127404 | |
| 1 | 25694 | 14.9% |
| 2 | 10385 | 6.0% |
| 3 | 4988 | 2.9% |
| 4 | 2434 | 1.4% |
| 5 | 875 | 0.5% |
| 6 | 341 | 0.2% |
| 7 | 122 | 0.1% |
| 8 | 30 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 2 | < 0.1% |
| 8 | 30 | < 0.1% |
| 7 | 122 | 0.1% |
| 6 | 341 | 0.2% |
| 5 | 875 | 0.5% |
| 4 | 2434 | 1.4% |
| 3 | 4988 | 2.9% |
| 2 | 10385 | 6.0% |
| 1 | 25694 | 14.9% |
| 0 | 127404 |
force_rafale_max
Real number (ℝ)
High correlation Zeros
| Distinct | 27 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2458337 |
| Minimum | 0 |
|---|---|
| Maximum | 50 |
| Zeros | 78256 |
| Zeros (%) | 45.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 5 |
| 95-th percentile | 13 |
| Maximum | 50 |
| Range | 50 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 4.312385 |
|---|---|
| Coefficient of variation (CV) | 1.3285909 |
| Kurtosis | 4.1803817 |
| Mean | 3.2458337 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.8381099 |
| Sum | 559176 |
| Variance | 18.596664 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 0 | 78256 | |
| 3 | 21831 | 12.7% |
| 5 | 17864 | 10.4% |
| 2 | 16195 | 9.4% |
| 6 | 13062 | 7.6% |
| 8 | 8002 | 4.6% |
| 10 | 5918 | 3.4% |
| 13 | 3617 | 2.1% |
| 14 | 2460 | 1.4% |
| 16 | 1675 | 1.0% |
| Other values (17) | 3395 | 2.0% |
| Value | Count | Frequency (%) |
| 0 | 78256 | |
| 2 | 16195 | 9.4% |
| 3 | 21831 | 12.7% |
| 5 | 17864 | 10.4% |
| 6 | 13062 | 7.6% |
| 8 | 8002 | 4.6% |
| 10 | 5918 | 3.4% |
| 11 | 735 | 0.4% |
| 13 | 3617 | 2.1% |
| 14 | 2460 | 1.4% |
| Value | Count | Frequency (%) |
| 50 | 1 | < 0.1% |
| 40 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 37 | 5 | < 0.1% |
| 35 | 5 | < 0.1% |
| 34 | 4 | < 0.1% |
| 32 | 23 | |
| 30 | 18 | < 0.1% |
| 29 | 33 | |
| 27 | 53 |
temperature
Real number (ℝ)
High correlation
| Distinct | 485 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.522926 |
| Minimum | -50 |
|---|---|
| Maximum | 42.6 |
| Zeros | 109 |
| Zeros (%) | 0.1% |
| Negative | 3720 |
| Negative (%) | 2.2% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | -50 |
|---|---|
| 5-th percentile | 2.9 |
| Q1 | 9.5 |
| median | 14.5 |
| Q3 | 20.6 |
| 95-th percentile | 28.9 |
| Maximum | 42.6 |
| Range | 92.6 |
| Interquartile range (IQR) | 11.1 |
Descriptive statistics
| Standard deviation | 10.629002 |
|---|---|
| Coefficient of variation (CV) | 0.73187745 |
| Kurtosis | 15.357819 |
| Mean | 14.522926 |
| Median Absolute Deviation (MAD) | 5.5 |
| Skewness | -2.6511304 |
| Sum | 2501937.1 |
| Variance | 112.97569 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -50 | 2227 | 1.3% |
| 11.7 | 1025 | 0.6% |
| 12 | 1015 | 0.6% |
| 11.3 | 1014 | 0.6% |
| 9.5 | 1012 | 0.6% |
| 11.8 | 994 | 0.6% |
| 11.5 | 972 | 0.6% |
| 10.2 | 971 | 0.6% |
| 11.6 | 940 | 0.5% |
| 12.2 | 924 | 0.5% |
| Other values (475) | 161181 |
| Value | Count | Frequency (%) |
| -50 | 2227 | |
| -7.9 | 2 | < 0.1% |
| -7.8 | 4 | < 0.1% |
| -7.7 | 3 | < 0.1% |
| -7.6 | 2 | < 0.1% |
| -6.9 | 8 | < 0.1% |
| -6.8 | 3 | < 0.1% |
| -6.7 | 1 | < 0.1% |
| -6.6 | 5 | < 0.1% |
| -6.5 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 42.6 | 1 | |
| 42.4 | 1 | |
| 42.2 | 1 | |
| 41.9 | 1 | |
| 41.8 | 2 | |
| 41.6 | 2 | |
| 41.5 | 2 | |
| 41.4 | 2 | |
| 41.3 | 2 | |
| 41.2 | 1 |
heure_de_paris
Date
| Distinct | 171945 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Memory size | 1.3 MiB |
| Minimum | 2019-10-27 02:00:00+01:00 |
|---|---|
| Maximum | 2026-02-19 22:30:00+01:00 |
| Invalid dates | 97001 |
| Invalid dates (%) | 56.3% |
Histogram with fixed size bins (bins=50)
heure_utc
Date
| Distinct | 171945 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Memory size | 1.3 MiB |
| Minimum | 2019-06-06 00:00:00+00:00 |
|---|---|
| Maximum | 2026-02-19 21:30:00+00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Interactions
Correlations
| direction_du_vecteur_de_rafale_de_vent_max | direction_du_vecteur_de_vent_max | direction_du_vecteur_vent_moyen | force_moyenne_du_vecteur_vent | force_rafale_max | humidite | id | pluie | pluie_intensite_max | pression | temperature | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| direction_du_vecteur_de_rafale_de_vent_max | 1.000 | 1.000 | 0.728 | 0.070 | 0.285 | -0.147 | 0.049 | -0.028 | -0.012 | -0.057 | 0.180 |
| direction_du_vecteur_de_vent_max | 1.000 | 1.000 | 0.728 | 0.070 | 0.285 | -0.147 | 0.049 | -0.028 | -0.012 | -0.057 | 0.180 |
| direction_du_vecteur_vent_moyen | 0.728 | 0.728 | 1.000 | 0.093 | 0.270 | -0.168 | 0.020 | -0.016 | -0.011 | -0.057 | 0.171 |
| force_moyenne_du_vecteur_vent | 0.070 | 0.070 | 0.093 | 1.000 | 0.762 | -0.115 | 0.019 | -0.002 | 0.001 | -0.161 | 0.093 |
| force_rafale_max | 0.285 | 0.285 | 0.270 | 0.762 | 1.000 | -0.138 | 0.019 | 0.010 | 0.018 | -0.167 | 0.135 |
| humidite | -0.147 | -0.147 | -0.168 | -0.115 | -0.138 | 1.000 | 0.058 | 0.183 | 0.202 | 0.094 | -0.638 |
| id | 0.049 | 0.049 | 0.020 | 0.019 | 0.019 | 0.058 | 1.000 | 0.000 | 0.000 | 0.108 | 0.060 |
| pluie | -0.028 | -0.028 | -0.016 | -0.002 | 0.010 | 0.183 | 0.000 | 1.000 | 0.921 | -0.117 | -0.095 |
| pluie_intensite_max | -0.012 | -0.012 | -0.011 | 0.001 | 0.018 | 0.202 | 0.000 | 0.921 | 1.000 | -0.120 | -0.101 |
| pression | -0.057 | -0.057 | -0.057 | -0.161 | -0.167 | 0.094 | 0.108 | -0.117 | -0.120 | 1.000 | -0.123 |
| temperature | 0.180 | 0.180 | 0.171 | 0.093 | 0.135 | -0.638 | 0.060 | -0.095 | -0.101 | -0.123 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| data | id | humidite | direction_du_vecteur_de_vent_max | pluie_intensite_max | pression | direction_du_vecteur_vent_moyen | type_de_station | pluie | direction_du_vecteur_de_rafale_de_vent_max | force_moyenne_du_vecteur_vent | force_rafale_max | temperature | heure_de_paris | heure_utc | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 543f7bce8e8800000c200c00 | 42.0 | 81.0 | 0.0 | 0.0 | 99700.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 3.0 | 8.3 | 2026-02-01T00:15:00+01:00 | 2026-01-31T23:15:00+00:00 |
| 1 | 543f7bee8a8800000c001400 | 42.0 | 81.0 | 0.0 | 0.0 | 99600.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 5.0 | 8.2 | 2026-02-01T00:30:00+01:00 | 2026-01-31T23:30:00+00:00 |
| 2 | 544170ce669800000c201400 | 42.0 | 83.0 | 0.0 | 0.0 | 99700.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 5.0 | 7.9 | 2026-02-01T02:15:00+01:00 | 2026-02-01T01:15:00+00:00 |
| 3 | 543f7c0e8a8810000c200c40 | 42.0 | 81.0 | 0.0 | 0.2 | 99700.0 | 0.0 | ISS | 0.2 | 0.0 | 0.0 | 3.0 | 8.2 | 2026-02-01T00:45:00+01:00 | 2026-01-31T23:45:00+00:00 |
| 4 | 544170ae829800000c201800 | 42.0 | 83.0 | 0.0 | 0.0 | 99700.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 6.0 | 8.0 | 2026-02-01T02:00:00+01:00 | 2026-02-01T01:00:00+00:00 |
| 5 | 542471ec169800000c000800 | 42.0 | 83.0 | 0.0 | 0.0 | 99600.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 2.0 | -2.5 | 2026-01-04T04:30:00+01:00 | 2026-01-04T03:30:00+00:00 |
| 6 | 542471ac229800000c000000 | 42.0 | 83.0 | 0.0 | 0.0 | 99600.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 0.0 | -2.8 | 2026-01-04T04:00:00+01:00 | 2026-01-04T03:00:00+00:00 |
| 7 | 5599106e229000002d803400 | 42.0 | 82.0 | 0.0 | 0.0 | 100800.0 | 0.0 | ISS | 0.0 | 0.0 | 1.0 | 13.0 | 6.8 | 2020-12-25T01:30:00+01:00 | 2020-12-25T00:30:00+00:00 |
| 8 | 542470ec5a9800000c000000 | 42.0 | 83.0 | 0.0 | 0.0 | 99600.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 0.0 | -1.6 | 2026-01-04T02:30:00+01:00 | 2026-01-04T01:30:00+00:00 |
| 9 | 5424712c4e9800000c000000 | 42.0 | 83.0 | 0.0 | 0.0 | 99600.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 0.0 | -1.3 | 2026-01-04T03:00:00+01:00 | 2026-01-04T02:00:00+00:00 |
| data | id | humidite | direction_du_vecteur_de_vent_max | pluie_intensite_max | pression | direction_du_vecteur_vent_moyen | type_de_station | pluie | direction_du_vecteur_de_rafale_de_vent_max | force_moyenne_du_vecteur_vent | force_rafale_max | temperature | heure_de_paris | heure_utc | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 172285 | 5452790fd60000000b000000 | 42.0 | 64.0 | 0.0 | 0.0 | 98800.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 0.0 | 13.5 | 2026-02-18T18:45:00+01:00 | 2026-02-18T17:45:00+00:00 |
| 172286 | 54527a8e9e6020000b800c40 | 42.0 | 76.0 | 0.0 | 0.2 | 99200.0 | 0.0 | ISS | 0.4 | 0.0 | 0.0 | 3.0 | 8.7 | 2026-02-18T21:45:00+01:00 | 2026-02-18T20:45:00+00:00 |
| 172287 | 54527a2eca5810002b801440 | 42.0 | 75.0 | 0.0 | 0.2 | 99200.0 | 0.0 | ISS | 0.2 | 0.0 | 1.0 | 5.0 | 9.2 | 2026-02-18T21:00:00+01:00 | 2026-02-18T20:00:00+00:00 |
| 172288 | 54527b4e968810000b600c40 | 42.0 | 81.0 | 0.0 | 0.2 | 99100.0 | 0.0 | ISS | 0.2 | 0.0 | 0.0 | 3.0 | 8.5 | 2026-02-18T23:15:00+01:00 | 2026-02-18T22:15:00+00:00 |
| 172289 | 5453704ea28000000b801400 | 42.0 | 80.0 | 0.0 | 0.0 | 99200.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 5.0 | 8.8 | 2026-02-19T01:15:00+01:00 | 2026-02-19T00:15:00+00:00 |
| 172290 | 545370ae9e4800002b802800 | 42.0 | 73.0 | 0.0 | 0.0 | 99200.0 | 0.0 | ISS | 0.0 | 0.0 | 1.0 | 10.0 | 8.7 | 2026-02-19T02:00:00+01:00 | 2026-02-19T01:00:00+00:00 |
| 172291 | 5453720e9df800004b803800 | 42.0 | 63.0 | 0.0 | 0.0 | 99200.0 | 0.0 | ISS | 0.0 | 0.0 | 2.0 | 14.0 | 8.7 | 2026-02-19T04:45:00+01:00 | 2026-02-19T03:45:00+00:00 |
| 172292 | 5453726e920800002ba04000 | 42.0 | 65.0 | 0.0 | 0.0 | 99300.0 | 0.0 | ISS | 0.0 | 0.0 | 1.0 | 16.0 | 8.4 | 2026-02-19T05:30:00+01:00 | 2026-02-19T04:30:00+00:00 |
| 172293 | 5453748e0e6000002c003400 | 42.0 | 76.0 | 0.0 | 0.0 | 99600.0 | 0.0 | ISS | 0.0 | 0.0 | 1.0 | 13.0 | 6.3 | 2026-02-19T09:45:00+01:00 | 2026-02-19T08:45:00+00:00 |
| 172294 | 545376aea26000002c203800 | 42.0 | 76.0 | 0.0 | 0.0 | 99700.0 | 0.0 | ISS | 0.0 | 0.0 | 1.0 | 14.0 | 8.8 | 2026-02-19T14:00:00+01:00 | 2026-02-19T13:00:00+00:00 |